Zhihao Chen
Zhihao Chen
In our work, we just focus on shadow detection rather than shadow removal.
Q1: We generate the outputs again and get the similar results. The reason of the comparability of SBU and SBU_crf maybe lead by that we use the binarization operation (prediction...
Actually, we just do this binary operation in SBU. For UCF and ISTD, we save the soft output before crf.
In 'train.py' line25, you can import the joint_transforms like "from dataloaders import joint_transforms_edge as joint_transforms"
that we use the binarization operation (prediction = (prediction>90)*255) before CRF in SBU dataset. Because at that time, we observed that many pixels are positive but still under 127.5, we...
最近有点忙,大概8月份能整理出代码
关于半监督为什么能提升模型训练精度这个问题。一方面,引入了更多的数据,增强了网络的泛化能力,一定程度上避免了数据在小数据集上的过拟合。另一方面,这种软标签的训练方式可以理解为一种正则化方式。这点也可以解释为什么很多无监督学习方法也能学习到数据分布特征了。
yes, I'll sort it out when I'm free
I release some unsorted code in 2020.9.17.
You can download it now